﻿{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## 决策树\n",
    "\n",
    "### 什么是决策树？\n",
    "\n",
    "**决策树（Decision Tree）** 是一种常见的机器学习算法，既可以用于**分类**问题（比如判断一封邮件是不是垃圾邮件），也可以用于**回归**问题（比如预测房价）。\n",
    "它的核心思想是：\n",
    "通过一系列类似“如果……那么……”的判断，把数据一步步分到不同的类别或预测值。\n",
    "\n",
    "想象一下：\n",
    "- 每个判断就是一条分支（比如 \"温度 > 30°C 吗？\"）\n",
    "- 每个最终的结果就是一个叶子节点（比如 \"是热天\" 或者 \"不是热天\"）\n",
    "\n",
    "整个结构就像一棵倒过来的树，顶部是根节点，下面一层层是分支节点，最后是叶子节点。\n",
    "\n",
    "---\n",
    "\n",
    "### 决策树的基本构建过程\n",
    "\n",
    "1. **选择一个特征**，并找一个**分裂点**（比如温度30°C）把数据分成两部分。\n",
    "2. **衡量分裂后的效果** ——希望同一组的数据尽可能相似（即“纯度高”）。\n",
    "3. **递归地**在每个分组里继续挑选特征、分裂，直到满足停止条件（比如达到最大深度，或者纯度已经很高了）。\n",
    "4. **生成树结构**。\n",
    "\n",
    "---\n",
    "\n",
    "### 怎么衡量“分裂得好不好”？\n",
    "\n",
    "我们希望分裂后，同一组里的样本是“纯的”（比如都是猫，或者都是狗）。衡量这个的指标常用有：\n",
    "- **信息增益（Information Gain）**：基于熵（Entropy）的减少量。ID3算法用这个。\n",
    "- **信息增益率（Gain Ratio）**：改进版，C4.5算法用这个。\n",
    "- **基尼系数（Gini Impurity）**：衡量混杂程度。CART算法用这个。\n",
    "\n",
    "简单理解：\n",
    "- **熵**大 → 数据混杂\n",
    "- **熵**小 → 数据干净\n",
    "- 分裂之后如果熵降低了很多，说明这个分裂很有用！\n",
    "\n",
    "---\n",
    "\n",
    "### 举个简单例子（分类）\n",
    "\n",
    "假设你要判断**今天要不要去打篮球**，决策树可能像这样：\n",
    "\n",
    "![Decision Tree](../images/Decision-Tree.svg)\n",
    "\n",
    "- 先根据是否下雨分成两组；\n",
    "- 下雨时再看风大不大；\n",
    "- 每次判断都是基于最有信息价值的特征。\n",
    "\n",
    "---\n",
    "\n",
    "### 决策树优缺点\n",
    "\n",
    "**优点**：\n",
    "- 简单直观，容易理解和可视化\n",
    "- 可以处理数值型和类别型数据\n",
    "- 不需要太多数据预处理（比如归一化）\n",
    "\n",
    "**缺点**：\n",
    "- 容易**过拟合**（尤其是树太深时）\n",
    "- 对小数据集很好，但对复杂问题容易变得庞大臃肿\n",
    "- 对数据的小变化比较敏感（小改动可能导致树结构大变化）\n",
    "\n",
    "为了解决这些问题，常见做法包括：\n",
    "- **剪枝**（Pruning）：去掉一些不重要的分支，避免过拟合\n",
    "- **集成方法**：比如随机森林（Random Forest）就是用一堆决策树一起投票\n",
    "\n",
    "---\n",
    "\n",
    "要不要我接着用一个具体的小例子（比如用 Python 写个小决策树）来帮你更直观理解？🌟\n",
    "要的话告诉我！"
   ],
   "id": "67c670e605ee675c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-28T06:29:31.884844Z",
     "start_time": "2025-04-28T06:29:30.255979Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 导入所需的库\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.tree import plot_tree\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1. 加载鸢尾花数据集\n",
    "iris = load_iris()\n",
    "X = iris.data  # 特征\n",
    "y = iris.target  # 标签\n",
    "\n",
    "# 2. 划分数据集为训练集和测试集（80%训练，20%测试）\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 3. 构建决策树分类器\n",
    "clf = DecisionTreeClassifier(random_state=42)\n",
    "\n",
    "# 4. 训练模型\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# 5. 在测试集上做预测\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "# 6. 评估模型的准确性\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(f\"模型的准确性: {accuracy:.2f}\")\n",
    "\n",
    "# 7. 可视化决策树\n",
    "plt.figure(figsize=(12, 8))\n",
    "plot_tree(clf, filled=True, feature_names=iris.feature_names, class_names=iris.target_names)\n",
    "plt.show()\n"
   ],
   "id": "ee4430a85f3c3ae1",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型的准确性: 1.00\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
